Blog Posts & Tutorials
21 projectsUsing H2O AutoML to simplify training process (and also predict wine quality)
enjoymachinelearning.com
Visualizing ML Models with LIME
uc-r.github.io
Parallel Grid Search in H2O
pavel.cool
Importing, Inspecting and Scoring with MOJO models inside H2O
pavel.cool
Artificial Intelligence Made Easy with H2O.ai: A Comprehensive Guide to Modeling with H2O.ai and AutoML in Python
towardsdatascience.com
Anomaly Detection With Isolation Forests Using H2O
dzone.com
Predicting residential property prices in Bratislava using recipes - H2O Machine learning
michal-kapusta.com
Inspecting Decision Trees in H2O
dzone.com
Gentle Introduction to AutoML from H2O.ai
medium.com
Machine Learning With H2O — Hands-On Guide for Data Scientists
dzone.com
Using machine learning with LIME to understand employee churn
business-science.io
Analytics at Scale: h2o, Apache Spark and R on AWS EMR
redoakstrategic.com
Automated and unmysterious machine learning in cancer detection
kkulma.github.io
Time series machine learning with h2o+timetk
business-science.io
Sales Analytics: How to use machine learning to predict and optimize product backorders
business-science.io
HR Analytics: Using machine learning to predict employee turnover
business-science.io
Autoencoders and anomaly detection with machine learning in fraud analytics
shiring.github.io
Building deep neural nets with h2o and rsparkling that predict arrhythmia of the heart
shiring.github.io
Predicting food preferences with sparklyr (machine learning)
shiring.github.io
Moving largish data from R to H2O - spam detection with Enron emails
ellisp.github.io
Deep learning & parameter tuning with mxnet, h2o package in R
blog.hackerearth.com
Books
10 projectsBig data in psychiatry and neurology, Chapter 11: A scalable medication intake monitoring system
elsevier.com
Hands on Time Series with R
www2.packtpub.com
Mastering Machine Learning with Spark 2.x
packtpub.com
Machine Learning Using R
amazon.com
Practical Machine Learning with H2O: Powerful, Scalable Techniques for Deep Learning and AI
amazon.com
Disruptive Analytics
link.springer.com
Computer Age Statistical Inference: Algorithms, Evidence, and Data Science
web.stanford.edu
R Deep Learning Essentials
packtpub.com
Spark in Action
manning.com
Handbook of Big Data
crcpress.com
Research Papers
43 projectsAutomated machine learning: AI-driven decision making in business analytics
sciencedirect.com
Water-Quality Prediction Based on H2O AutoML and Explainable AI Techniques
mdpi.com
Which model to choose? Performance comparison of statistical and machine learning models in predicting PM2.5 from high-resolution satellite aerosol optical depth
sciencedirect.com
Prospective validation of a transcriptomic severity classifier among patients with suspected acute infection and sepsis in the emergency department
pubmed.ncbi.nlm.nih.gov
Depression Level Prediction in People with Parkinson’s Disease during the COVID-19 Pandemic
embc.embs.org
Maturity of gray matter structures and white matter connectomes, and their relationship with psychiatric symptoms in youth
onlinelibrary.wiley.com
Appendectomy during the COVID-19 pandemic in Italy: a multicenter ambispective cohort study by the Italian Society of Endoscopic Surgery and new technologies (the CRAC study)
pubmed.ncbi.nlm.nih.gov
Forecasting Canadian GDP Growth with Machine Learning
carleton.ca
Morphological traits of reef corals predict extinction risk but not conservation status
onlinelibrary.wiley.com
Machine Learning as a Tool for Improved Housing Price Prediction
openaccess.nhh.no
Citizen Science Data Show Temperature-Driven Declines in Riverine Sentinel Invertebrates
pubs.acs.org
Predicting Risk of Delays in Postal Deliveries with Neural Networks and Gradient Boosting Machines
diva-portal.org
Stock Market Analysis using Stacked Ensemble Learning MethodCompares stacked ensemble learning against individual ML algorithms for stock market trend prediction using Python.
#ensemble-learning#data-science#classification
Stars1
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Last commit6 years ago
H2O AutoML: Scalable Automatic Machine Learning
automl.org
Single-cell mass cytometry on peripheral blood identifies immune cell subsets associated with primary biliary cholangitis
nature.com
Prediction of the functional impact of missense variants in BRCA1 and BRCA2 with BRCA-ML
ncbi.nlm.nih.gov
Innovative deep learning artificial intelligence applications for predicting relationships between individual tree height and diameter at breast height
doi.org
An Open Source AutoML Benchmark
automl.org
Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence
arxiv.org
Human actions recognition in video scenes from multiple camera viewpoints
sciencedirect.com
Extending MLP ANN hyper-parameters Optimization by using Genetic Algorithm
ieeexplore.ieee.org
askMUSIC: Leveraging a Clinical Registry to Develop a New Machine Learning Model to Inform Patients of Prostate Cancer Treatments Chosen by Similar Men
doi.org
Machine Learning Methods to Perform Pricing Optimization. A Comparison with Standard GLMs
variancejournal.org
Comparative Performance Analysis of Neural Networks Architectures on H2O Platform for Various Activation Functions
arxiv.org
Algorithmic trading using deep neural networks on high frequency data
link.springer.com
Generic online animal activity recognition on collar tags
dl.acm.org
Soil nutrient maps of Sub-Saharan Africa: assessment of soil nutrient content at 250 m spatial resolution using machine learning
link.springer.com
Robust and flexible estimation of data-dependent stochastic mediation effects: a proposed method and example in a randomized trial setting
arxiv.org
Automated versus do-it-yourself methods for causal inference: Lessons learned from a data analysis competition
arxiv.org
Using deep learning to predict the mortality of leukemia patients
qspace.library.queensu.ca
Use of a machine learning framework to predict substance use disorder treatment success
journals.plos.org
Ultra-wideband antenna-induced error prediction using deep learning on channel response data
kn.e-technik.tu-dortmund.de
Inferring passenger types from commuter eigentravel matrices
tandfonline.com
Deep neural networks, gradient-boosted trees, random forests: Statistical arbitrage on the S&P 500
sciencedirect.com
Identifying IT purchases anomalies in the Brazilian government procurement system using deep learning
ieeexplore.ieee.org
Predicting recovery of credit operations on a Brazilian bank
ieeexplore.ieee.org
Deep learning anomaly detection as support fraud investigation in Brazilian exports and anti-money laundering
ieeexplore.ieee.org
Deep learning and association rule mining for predicting drug response in cancer
doi.org
The value of points of interest information in predicting cost-effective charging infrastructure locations
rsm.nl
Adaptive modelling of spatial diversification of soil classification units. Journal of Water and Land Development
degruyter.com
Scalable ensemble learning and computationally efficient variance estimation
stat.berkeley.edu
Superchords: decoding EEG signals in the millisecond range
doi.org
Understanding random forests: from theory to practiceA comprehensive PhD dissertation providing an in-depth theoretical and practical analysis of random forests, from algorithmic foundations to interpretability.
#ensemble-methods#random-forests#algorithm-analysis
Stars527
Forks154
Last commit10 years ago
Benchmarks
3 projectsAre categorical variables getting lost in your random forests?
roamanalytics.com
Deep learning in R
rblog.uni-freiburg.de
Szilard's machine learning benchmarkA minimal benchmark comparing scalability, speed, and accuracy of popular open-source machine learning libraries for binary classification.
#h2o#random-forest#open-source
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Last commit4 years ago